{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision\n",
    "import torch\n",
    "import numpy as np\n",
    "import torchvision.transforms as transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor()\n",
    "])\n",
    "\n",
    "trainset = torchvision.datasets.ImageFolder('../data/val/', transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(dataset=trainset, batch_size=4, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1, 1, 1, 0])\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def imshow(img):\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Funny] *",
   "language": "python",
   "name": "conda-env-Funny-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
